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Conference Aug 2026

CORE-POI: Consistency-Aware Inference for Next POI Recommendation

Next Point-of-Interest (POI) recommendation remains challenging not only due to data sparsity, but more fundamentally due to inference-time inconsistency between users' coarse-grained mobility intent (e.g., preferred spatial regions or activity time) and fine-grained POI-level decisions. While recent methods enhance re...

Hai-Chuan Tian, Wei Liu · 0 citations
Open access Oct 2026

MIFARec: Mixed-Interest-based Fourier Analysis Network for Time-Specific Recommendation

Compared with sequential recommendation, which leverages users’ historical interaction sequences to capture interest characteristics, time-specific recommendation additionally infers user preferences by analyzing historical temporal information and predicts next-item interactions under specified target timestamps. Exis...

Jing Wang, Jun-Chao Zeng, Xin-Yi Zhang et al. · 0 citations

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